{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import StrMethodFormatter\n",
    "from dateutil.relativedelta import relativedelta\n",
    "\n",
    "# functions to create customised date x-axis\n",
    "\n",
    "def keep_date(tdate, i, type, max=1):\n",
    "    if type == '1m':\n",
    "        return tdate.strftime('%d-%b') if i % 7 == 0 else ''\n",
    "    elif type == '6m':\n",
    "        return tdate.strftime('%d\\n%b') if tdate.day == 1 else ''\n",
    "    elif type == 'all':\n",
    "        if tdate.day == 1:\n",
    "            return tdate.strftime('%b\\n%y') if tdate.month == 1 else tdate.strftime('%b') if tdate.month in [3, 5, 7, 9, 11] else ''\n",
    "        else:\n",
    "            return ''\n",
    "\n",
    "def gen_date_xticks(date_list, type):\n",
    "    ticks_dates = [pd.to_datetime(x) for x in date_list]\n",
    "    ticks_dates.reverse()\n",
    "    ticks_dates = [keep_date(ticks_dates[i], i, type) for i in range(len(ticks_dates))]\n",
    "    ticks_dates.reverse()\n",
    "    return ticks_dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def time_zoom_chart(var='deaths'):\n",
    "\n",
    "    col_use = ['date', 'deaths_new_dod'] if 'deaths' in var else ['date', 'cases_new']\n",
    "    df = pd.read_csv(f'https://raw.githubusercontent.com/MoH-Malaysia/covid19-public/main/epidemic/{var}_malaysia.csv', usecols=col_use)\n",
    "    df.columns = ['date', var]\n",
    "    df.date = pd.to_datetime(df.date).dt.date\n",
    "    df[f'{var}_7d'] = df[var].rolling(7).mean()\n",
    "    \n",
    "    # truncate most recent 7d if deaths data\n",
    "    if 'deaths' in var: df.loc[df.date.isin(list(df.date.iloc[-7:])), f'{var}_7d'] = np.nan\n",
    "\n",
    "    date_latest = df.date.iloc[-1]\n",
    "    date_short = date_latest - relativedelta(months=1)\n",
    "    date_mid = date_latest - relativedelta(months=6)\n",
    "\n",
    "    df_views = {\n",
    "        0: df.copy(),\n",
    "        1: df.tail((date_latest-date_mid).days+1),\n",
    "        2: df.tail((date_latest-date_short).days+1)\n",
    "    }\n",
    "    df_views_xticks = {\n",
    "        0: gen_date_xticks(df_views[0].date.tolist(), 'all'),\n",
    "        1: gen_date_xticks(df_views[1].date.tolist(), '6m'),\n",
    "        2: gen_date_xticks(df_views[2].date.tolist(), '1m'),\n",
    "    }\n",
    "\n",
    "    plt.rcParams.update({'font.size': 11,\n",
    "                        'font.family': 'sans-serif',\n",
    "                         'grid.linestyle': 'dashed',\n",
    "                         'figure.figsize': [7, 14],\n",
    "                         'figure.autolayout': True})\n",
    "    fig, ax = plt.subplots(3, 1)\n",
    "    axes = ax.ravel()\n",
    "\n",
    "    for i in range(3):\n",
    "        dfp = df_views[i]\n",
    "        dfp = dfp.reset_index(drop=True)\n",
    "        dfp.date = pd.to_datetime(dfp.date)\n",
    "        plot_range = dfp.date.iloc[0].strftime('%d-%b-%Y') + ' to ' + dfp.date.iloc[-1].strftime('%d-%b-%Y')\n",
    "\n",
    "        dfp[var].plot(kind='bar', color='lightgrey', ax=axes[i])\n",
    "        dfp[f'{var}_7d'].plot(kind='line', marker=None, color='red', ax=axes[i])\n",
    "        axes[i].set_axisbelow(True)\n",
    "        axes[i].yaxis.grid(True)\n",
    "        axes[i].yaxis.set_major_formatter(StrMethodFormatter('{x:,.0f}')) # comma-sep y-axis\n",
    "        axes[i].set(xticklabels=df_views_xticks[i]) # custom x-axis labels\n",
    "        axes[i].tick_params(axis='both', which='both', length=0) # remove ticks but keep labels\n",
    "        axes[i].set_title(f'\\n{plot_range}\\n')\n",
    "\n",
    "    plt.xlabel('')\n",
    "    plt.ylabel('')\n",
    "    title = 'Daily Deaths due to COVID-19 (by date of death)' if 'deaths' in var else 'Daily COVID-19 cases (by date of report)'\n",
    "    plt.suptitle(title)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 504x1008 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_zoom_chart(var='cases')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 504x1008 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_zoom_chart(var='deaths')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.6 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "82ed002fa2d4956f5c6aec99bcefe0f73a9f79882f3c9e2319b14958a5896ac5"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
